Multimodal learning for automated robotic surgical skill assessment: integrating video and kinematic data with ensemble model.
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| Title: | Multimodal learning for automated robotic surgical skill assessment: integrating video and kinematic data with ensemble model. |
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| Authors: | Chen K; School of Information Engineering, Wenzhou Business College, Wenzhou, China.; School of Computer Science, University of Nottingham Ningbo China, Ningbo, China.; School of Computer Science, University of Nottingham, Nottingham, UK., Zhang Y; School of Computer Science, University of Nottingham Ningbo China, Ningbo, China.; School of Computer Science, University of Nottingham, Nottingham, UK., Weng Y; School of Computer Science, University of Nottingham Ningbo China, Ningbo, China.; School of Computer Science, University of Nottingham, Nottingham, UK., Wang B; Ningbo No.2 Hospital, Ningbo, China., Liu Z; School of Computer Science, University of Nottingham Ningbo China, Ningbo, China.; Ningbo Jinji Strong Magnetic Material Co., Ltd, Ningbo, China. |
| Source: | International journal of surgery (London, England) [Int J Surg] 2025 Dec 16. Date of Electronic Publication: 2025 Dec 16. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Wolters Kluwer Health, Inc Country of Publication: United States NLM ID: 101228232 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1743-9159 (Electronic) Linking ISSN: 17439159 NLM ISO Abbreviation: Int J Surg Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| ISSN: | 1743-9159 |
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| DOI: | 10.1097/JS9.0000000000004471 |
